AI Visibility Scorecard
catalystiq.com · Professional Services
Borderline visible. AI bots can crawl Catalyst IQ, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 6 times
Claude · ChatGPT · Apple Intelligence · Perplexity
#133,210 of 528,385 in Professional Services for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
13
AI Adoption
iBasic · 13/100
from our crawl and measurement
Catalyst IQ is a Ada, MI business whose own site puts it this way: "Catalyst IQ is a full-service automotive marketing agency powered by MarketAI, a real-time market intelligence engine." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri) and ClaudeBot (Anthropic). The business dates to 2026.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, Catalyst IQ is crawlable but under-signaled - fixable, and the signals above are where to start.
What is Catalyst IQ?
Catalyst IQ is a full-service automotive digital marketing agency built for car dealerships. Powered by MarketAI®—a real-time market intelligence engine that tracks nearly 20,000 franchise and independent dealers—Catalyst IQ combines data-driven advertising, SEO and AEO, high-performance dealer websites, and AI-powered lead capture to help dealerships sell more cars, faster. Formerly:
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/catalystiq
Cite this score: Engagemii (2026). "AEO Score for Catalyst IQ." Retrieved from https://engagemii.com/aeo/brands/catalystiq
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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